First- and second-order optimality conditions of nonsmooth sparsity multiobjective optimization via variational analysis

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Jiawei Chen, Huasheng Su, Xiaoqing Ou, Yibing Lv
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引用次数: 0

Abstract

In this paper, we investigate optimality conditions of nonsmooth sparsity multiobjective optimization problem (shortly, SMOP) by the advanced variational analysis. We present the variational analysis characterizations, such as tangent cones, normal cones, dual cones and second-order tangent set, of the sparse set, and give the relationships among the sparse set and its tangent cones and second-order tangent set. The first-order necessary conditions for local weakly Pareto efficient solution of SMOP are established under some suitable conditions. We also obtain the equivalence between basic feasible point and stationary point defined by the Fréchet normal cone of SMOP. The sufficient optimality conditions of SMOP are derived under the pseudoconvexity. Moreover, the second-order necessary and sufficient optimality conditions of SMOP are established by the Dini directional derivatives of the objective function and the Bouligand tangent cone and second-order tangent set of the sparse set.

通过变分分析实现非光滑稀疏性多目标优化的一阶和二阶最优条件
本文通过高级变分分析法研究了非光滑稀疏多目标优化问题(简称 SMOP)的最优性条件。我们提出了稀疏集的切锥、法锥、对偶锥和二阶切集等变分分析特征,并给出了稀疏集与其切锥和二阶切集之间的关系。在一些合适的条件下,建立了 SMOP 局部弱帕累托有效解的一阶必要条件。我们还得到了 SMOP 的弗雷谢特法锥定义的基本可行点和静止点之间的等价性。在伪凸性条件下推导出了 SMOP 的充分最优条件。此外,通过目标函数的 Dini 方向导数以及稀疏集的 Bouligand 切锥和二阶切集,建立了 SMOP 的二阶必要和充分最优条件。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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